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Acute Liver Failure Analytics Dashboard

Data Visualization




Logistic Regression Call



          Call:
          glm(formula = ALF ~ ., family = binomial(), data = data)
          
          Deviance Residuals: 
              Min       1Q   Median       3Q      Max  
          -1.7556  -0.2877  -0.1186  -0.0567   3.3365  
          
          Coefficients: (2 not defined because of singularities)
                                                Estimate Std. Error z value Pr(>|z|)    
          (Intercept)                          -9.396675   6.421020  -1.463 0.143351    
          Age                                   0.100535   0.008059  12.475  < 2e-16 ***
          GenderM                               0.807027   0.225349   3.581 0.000342 ***
          Regionnorth                          -0.137729   0.207730  -0.663 0.507317    
          Regionsouth                          -0.749815   0.233432  -3.212 0.001318 ** 
          Regionwest                            0.203525   0.506213   0.402 0.687644    
          Weight                                0.035653   0.038736   0.920 0.357359    
          Height                                0.013835   0.037916   0.365 0.715209    
          `Body Mass Index`                    -0.049805   0.107545  -0.463 0.643288    
          ObesityYes                            0.310330   0.239995   1.293 0.195987    
          Waist                                -0.029211   0.013665  -2.138 0.032545 *  
          `Maximum Blood Pressure`             -0.005212   0.004019  -1.297 0.194677    
          `Minimum Blood Pressure`             -0.002915   0.006160  -0.473 0.636078    
          `Good Cholesterol`                   -0.019025   0.005568  -3.417 0.000634 ***
          `Bad Cholesterol`                     0.003709   0.001868   1.986 0.047085 *  
          `Total Cholesterol`                         NA         NA      NA       NA    
          Dyslipidemiadyslipidemic             -0.284453   0.242445  -1.173 0.240689    
          PVDPVD                                0.434711   0.224337   1.938 0.052653 .  
          `Source of Care`Governament Hospital  0.225315   0.351855   0.640 0.521936    
          `Source of Care`Never Counsulted     -0.309488   0.399079  -0.776 0.438041    
          `Source of Care`Private Hospital     -0.093020   0.178379  -0.521 0.602036    
          PoorVisionYes                         0.016195   0.228484   0.071 0.943492    
          `Alcohol Consumption`Yes                    NA         NA      NA       NA    
          HyperTensionYes                       0.862701   0.194280   4.441 8.97e-06 ***
          `Family  HyperTension`Yes            -0.017690   0.189742  -0.093 0.925720    
          DiabetesYes                           0.655254   0.183158   3.578 0.000347 ***
          `Family Diabetes`Yes                 -0.144095   0.159514  -0.903 0.366346    
          HepatitisYes                          0.724168   0.194966   3.714 0.000204 ***
          `Family Hepatitis`Yes                 1.254273   0.497538   2.521 0.011703 *  
          `Chronic Fatigue`Yes                  0.213003   0.283351   0.752 0.452213    
          ---
          Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
          
          (Dispersion parameter for binomial family taken to be 1)
          
              Null deviance: 2111.1  on 4320  degrees of freedom
          Residual deviance: 1392.1  on 4293  degrees of freedom
          AIC: 1448.1
          
          Number of Fisher Scoring iterations: 7